Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 19026 |
| Missing cells | 244163 |
| Missing cells (%) | 44.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 10.3 MiB |
| Average record size in memory | 569.0 B |
Variable types
| Categorical | 10 |
|---|---|
| Numeric | 14 |
| Unsupported | 5 |
Change_Temperature_Time has constant value "180.0" | Constant |
Data has a high cardinality: 357 distinct values | High cardinality |
Material has a high cardinality: 200 distinct values | High cardinality |
Product Code has a high cardinality: 1429 distinct values | High cardinality |
Batch_ID has a high cardinality: 1359 distinct values | High cardinality |
Number_of_Case has a high cardinality: 62 distinct values | High cardinality |
Number_of_Boxes has a high cardinality: 64 distinct values | High cardinality |
Material_Type is highly correlated with temperature and 1 other fields | High correlation |
temperature is highly correlated with Material_Type and 1 other fields | High correlation |
Speed is highly correlated with Material_Type and 1 other fields | High correlation |
weight_kg is highly correlated with unit_weight_g and 3 other fields | High correlation |
unit_weight_g is highly correlated with weight_kg | High correlation |
Process_Time is highly correlated with weight_kg and 2 other fields | High correlation |
Waiting_Time is highly correlated with Working_Hours and 1 other fields | High correlation |
Holding_Time is highly correlated with Working_Hours and 1 other fields | High correlation |
Working_Hours is highly correlated with weight_kg and 4 other fields | High correlation |
Total_Working_Hours is highly correlated with weight_kg and 4 other fields | High correlation |
weight_kg is highly correlated with Process_Time and 2 other fields | High correlation |
Process_Time is highly correlated with weight_kg and 2 other fields | High correlation |
Waiting_Time is highly correlated with Working_Hours and 1 other fields | High correlation |
Holding_Time is highly correlated with Working_Hours and 1 other fields | High correlation |
Working_Hours is highly correlated with weight_kg and 4 other fields | High correlation |
Total_Working_Hours is highly correlated with weight_kg and 4 other fields | High correlation |
Material_Type is highly correlated with temperature and 1 other fields | High correlation |
temperature is highly correlated with Material_Type and 1 other fields | High correlation |
Speed is highly correlated with Material_Type and 1 other fields | High correlation |
weight_kg is highly correlated with Process_Time and 2 other fields | High correlation |
Process_Time is highly correlated with weight_kg and 2 other fields | High correlation |
Waiting_Time is highly correlated with Working_Hours and 1 other fields | High correlation |
Holding_Time is highly correlated with Working_Hours and 1 other fields | High correlation |
Working_Hours is highly correlated with weight_kg and 4 other fields | High correlation |
Total_Working_Hours is highly correlated with weight_kg and 4 other fields | High correlation |
Tool is highly correlated with Material_Type and 5 other fields | High correlation |
Material_Type is highly correlated with Tool and 3 other fields | High correlation |
Speed is highly correlated with Tool and 2 other fields | High correlation |
weight_kg is highly correlated with Number_of_Boxes and 3 other fields | High correlation |
Process_Time is highly correlated with Number_of_Boxes and 2 other fields | High correlation |
Waiting_Time is highly correlated with Number_of_Boxes and 2 other fields | High correlation |
Holding_Time is highly correlated with Form_Number and 2 other fields | High correlation |
Form_Number is highly correlated with Tool and 2 other fields | High correlation |
Number_of_Case is highly correlated with Tool and 1 other fields | High correlation |
Number_of_Boxes is highly correlated with Tool and 5 other fields | High correlation |
Sintered_State is highly correlated with Tool and 2 other fields | High correlation |
Working_Hours is highly correlated with weight_kg and 5 other fields | High correlation |
Total_Working_Hours is highly correlated with weight_kg and 5 other fields | High correlation |
Material_Type has 4658 (24.5%) missing values | Missing |
Material has 5601 (29.4%) missing values | Missing |
Product Code has 4330 (22.8%) missing values | Missing |
Batch_ID has 5066 (26.6%) missing values | Missing |
temperature has 4331 (22.8%) missing values | Missing |
Speed has 4348 (22.9%) missing values | Missing |
quench has 19026 (100.0%) missing values | Missing |
rate has 19026 (100.0%) missing values | Missing |
Rapid dewaxing has 19026 (100.0%) missing values | Missing |
weight_kg has 5157 (27.1%) missing values | Missing |
Process_Time has 4308 (22.6%) missing values | Missing |
Waiting_Time has 14841 (78.0%) missing values | Missing |
Holding_Time has 18964 (99.7%) missing values | Missing |
Change_Temperature_Time has 19025 (> 99.9%) missing values | Missing |
Furnace_Maintenance_Time has 19026 (100.0%) missing values | Missing |
Form_Number has 15718 (82.6%) missing values | Missing |
Affirmant has 696 (3.7%) missing values | Missing |
Filler has 19026 (100.0%) missing values | Missing |
Recipient has 655 (3.4%) missing values | Missing |
Number_of_Case has 17709 (93.1%) missing values | Missing |
Number_of_Boxes has 5356 (28.2%) missing values | Missing |
Sintered_State has 18247 (95.9%) missing values | Missing |
temperature is highly skewed (γ1 = 48.61856227) | Skewed |
quench is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
rate is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Rapid dewaxing is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Furnace_Maintenance_Time is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Filler is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Qty has 5130 (27.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-04-24 15:06:57.346559 |
|---|---|
| Analysis finished | 2022-04-24 15:07:27.767500 |
| Duration | 30.42 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 357 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 7/29 | 79 |
|---|---|
| 7/13 | 73 |
| 7/17 | 70 |
| 6/18 | 70 |
| 7/30 | 70 |
| Other values (352) |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 3.970146116 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1/1 |
|---|---|
| 2nd row | 1/1 |
| 3rd row | 1/1 |
| 4th row | 1/1 |
| 5th row | 1/1 |
Common Values
| Value | Count | Frequency (%) |
| 7/29 | 79 | 0.4% |
| 7/13 | 73 | 0.4% |
| 7/17 | 70 | 0.4% |
| 6/18 | 70 | 0.4% |
| 7/30 | 70 | 0.4% |
| 12/31 | 69 | 0.4% |
| 10/7 | 68 | 0.4% |
| 7/27 | 67 | 0.4% |
| 7/28 | 67 | 0.4% |
| 8/26 | 67 | 0.4% |
| Other values (347) | 18326 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 7/29 | 79 | 0.4% |
| 7/13 | 73 | 0.4% |
| 7/17 | 70 | 0.4% |
| 6/18 | 70 | 0.4% |
| 7/30 | 70 | 0.4% |
| 12/31 | 69 | 0.4% |
| 10/7 | 68 | 0.4% |
| 8/26 | 67 | 0.4% |
| 7/28 | 67 | 0.4% |
| 7/27 | 67 | 0.4% |
| Other values (347) | 18326 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Shift
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| C | |
|---|---|
| A | |
| B | 2 |
| CD | 1 |
| C | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.000105119 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | C |
|---|---|
| 2nd row | C |
| 3rd row | A |
| 4th row | A |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| C | 9559 | |
| A | 9463 | |
| B | 2 | < 0.1% |
| CD | 1 | < 0.1% |
| C | 1 | < 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| c | 9560 | |
| a | 9463 | |
| b | 2 | < 0.1% |
| cd | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.184011353 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.46376928 |
|---|---|
| Coefficient of variation (CV) | 0.5888533927 |
| Kurtosis | -1.221500607 |
| Mean | 4.184011353 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.2527713456 |
| Sum | 79605 |
| Variance | 6.070159067 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 1 | 3546 | |
| 2 | 2780 | |
| 4 | 2233 | |
| 3 | 2233 | |
| 8 | 2051 | |
| 7 | 2022 | |
| 5 | 1956 | |
| 6 | 1773 | |
| 9 | 432 | 2.3% |
| Value | Count | Frequency (%) |
| 1 | 3546 | |
| 2 | 2780 | |
| 3 | 2233 | |
| 4 | 2233 | |
| 5 | 1956 | |
| 6 | 1773 | |
| 7 | 2022 | |
| 8 | 2051 | |
| 9 | 432 | 2.3% |
| Value | Count | Frequency (%) |
| 9 | 432 | 2.3% |
| 8 | 2051 | |
| 7 | 2022 | |
| 6 | 1773 | |
| 5 | 1956 | |
| 4 | 2233 | |
| 3 | 2233 | |
| 2 | 2780 | |
| 1 | 3546 |
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4658 |
| Missing (%) | 24.5% |
| Memory size | 1024.0 KiB |
| 1.0 | |
|---|---|
| 3.0 | |
| 2.0 | 28 |
| 24.0 | 4 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.000278396 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 12040 | |
| 3.0 | 2296 | 12.1% |
| 2.0 | 28 | 0.1% |
| 24.0 | 4 | < 0.1% |
| (Missing) | 4658 | 24.5% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 1.0 | 12040 | |
| 3.0 | 2296 | 16.0% |
| 2.0 | 28 | 0.2% |
| 24.0 | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 200 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 5601 |
| Missing (%) | 29.4% |
| Memory size | 963.3 KiB |
| 15 | |
|---|---|
| 20 | |
| 29 | |
| 24 | |
| 5-3 | 575 |
| Other values (195) |
Length
| Max length | 13 |
|---|---|
| Median length | 2 |
| Mean length | 2.90972067 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 37 ? |
|---|---|
| Unique (%) | 0.3% |
Sample
| 1st row | 25 |
|---|---|
| 2nd row | 15-1 |
| 3rd row | 15-1 |
| 4th row | 5-7 |
| 5th row | 5-3 |
Common Values
| Value | Count | Frequency (%) |
| 15 | 3269 | |
| 20 | 930 | 4.9% |
| 29 | 841 | 4.4% |
| 24 | 770 | 4.0% |
| 5-3 | 575 | 3.0% |
| 15-5 | 545 | 2.9% |
| 13 | 390 | 2.0% |
| 5-2 | 367 | 1.9% |
| 20-2 | 322 | 1.7% |
| 30 | 272 | 1.4% |
| Other values (190) | 5144 | |
| (Missing) | 5601 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 15 | 3269 | |
| 20 | 930 | 6.9% |
| 29 | 841 | 6.3% |
| 24 | 770 | 5.7% |
| 5-3 | 575 | 4.3% |
| 15-5 | 557 | 4.1% |
| 13 | 390 | 2.9% |
| 5-2 | 367 | 2.7% |
| 20-2 | 322 | 2.4% |
| 30 | 273 | 2.0% |
| Other values (185) | 5149 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1429 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 4330 |
| Missing (%) | 22.8% |
| Memory size | 1012.6 KiB |
| 4274 | 1066 |
|---|---|
| 5469 | 815 |
| 6536 | 768 |
| 3285 | 337 |
| 6508 | 287 |
| Other values (1424) |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 4.117787153 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 337 ? |
|---|---|
| Unique (%) | 2.3% |
Sample
| 1st row | 6808 |
|---|---|
| 2nd row | 8005 |
| 3rd row | 8005 |
| 4th row | 4454 |
| 5th row | 4666 |
Common Values
| Value | Count | Frequency (%) |
| 4274 | 1066 | 5.6% |
| 5469 | 815 | 4.3% |
| 6536 | 768 | 4.0% |
| 3285 | 337 | 1.8% |
| 6508 | 287 | 1.5% |
| 6538 | 279 | 1.5% |
| 2610 | 268 | 1.4% |
| 4005 | 252 | 1.3% |
| 4280 | 230 | 1.2% |
| 6295 | 215 | 1.1% |
| Other values (1419) | 10179 | |
| (Missing) | 4330 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 4274 | 1066 | 7.3% |
| 5469 | 815 | 5.5% |
| 6536 | 768 | 5.2% |
| 3285 | 337 | 2.3% |
| 6508 | 287 | 2.0% |
| 6538 | 279 | 1.9% |
| 2610 | 268 | 1.8% |
| 4005 | 252 | 1.7% |
| 4280 | 230 | 1.6% |
| 6295 | 215 | 1.5% |
| Other values (1419) | 10179 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1359 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 5066 |
| Missing (%) | 26.6% |
| Memory size | 1.0 MiB |
| ¸Õ | 371 |
|---|---|
| 210221A | 92 |
| 210330A | 69 |
| 210417B | 68 |
| 210409B | 63 |
| Other values (1354) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 6.773280802 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 259 ? |
|---|---|
| Unique (%) | 1.9% |
Sample
| 1st row | 201230A |
|---|---|
| 2nd row | 201231A |
| 3rd row | 201231A |
| 4th row | 201230A |
| 5th row | 201231A |
Common Values
| Value | Count | Frequency (%) |
| ¸Õ | 371 | 1.9% |
| 210221A | 92 | 0.5% |
| 210330A | 69 | 0.4% |
| 210417B | 68 | 0.4% |
| 210409B | 63 | 0.3% |
| 210413B | 62 | 0.3% |
| 210501B | 57 | 0.3% |
| 211113A | 54 | 0.3% |
| 210825C | 50 | 0.3% |
| 210626B | 48 | 0.3% |
| Other values (1349) | 13026 | |
| (Missing) | 5066 | 26.6% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ¸õ | 372 | 2.7% |
| 210221a | 92 | 0.7% |
| 210330a | 69 | 0.5% |
| 210417b | 68 | 0.5% |
| 210409b | 63 | 0.5% |
| 210413b | 62 | 0.4% |
| 210501b | 57 | 0.4% |
| 211113a | 54 | 0.4% |
| 210825c | 50 | 0.4% |
| 210626b | 48 | 0.3% |
| Other values (1341) | 13026 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 4331 |
| Missing (%) | 22.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1123.898632 |
| Minimum | 50 |
|---|---|
| Maximum | 11220 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 1120 |
| Q1 | 1120 |
| median | 1120 |
| Q3 | 1120 |
| 95-th percentile | 1150 |
| Maximum | 11220 |
| Range | 11170 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 192.395128 |
|---|---|
| Coefficient of variation (CV) | 0.1711854811 |
| Kurtosis | 2559.557907 |
| Mean | 1123.898632 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 48.61856227 |
| Sum | 16515690.4 |
| Variance | 37015.88528 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 1120 | 11802 | |
| 1150 | 1789 | 9.4% |
| 1135 | 233 | 1.2% |
| 1164 | 210 | 1.1% |
| 1130 | 129 | 0.7% |
| 1110 | 98 | 0.5% |
| 1134 | 96 | 0.5% |
| 1140 | 69 | 0.4% |
| 1050 | 61 | 0.3% |
| 1000 | 35 | 0.2% |
| Other values (25) | 173 | 0.9% |
| (Missing) | 4331 | 22.8% |
| Value | Count | Frequency (%) |
| 50 | 8 | < 0.1% |
| 60 | 9 | < 0.1% |
| 110 | 2 | < 0.1% |
| 112 | 1 | < 0.1% |
| 113.4 | 1 | < 0.1% |
| 600 | 1 | < 0.1% |
| 700 | 12 | |
| 760 | 7 | < 0.1% |
| 800 | 27 | |
| 840 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 11220 | 4 | < 0.1% |
| 11120 | 1 | < 0.1% |
| 1164 | 210 | 1.1% |
| 1160 | 4 | < 0.1% |
| 1155 | 3 | < 0.1% |
| 1150 | 1789 | |
| 1144 | 2 | < 0.1% |
| 1140 | 69 | 0.4% |
| 1135 | 233 | 1.2% |
| 1134 | 96 | 0.5% |
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 4348 |
| Missing (%) | 22.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.26890585 |
| Minimum | 25 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 60 |
| median | 60 |
| Q3 | 60 |
| 95-th percentile | 70 |
| Maximum | 90 |
| Range | 65 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 6.03598952 |
|---|---|
| Coefficient of variation (CV) | 0.1018407449 |
| Kurtosis | 5.808293575 |
| Mean | 59.26890585 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.7073004766 |
| Sum | 869949 |
| Variance | 36.43316949 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 60 | 11265 | |
| 50 | 1963 | 10.3% |
| 80 | 578 | 3.0% |
| 55 | 348 | 1.8% |
| 70 | 263 | 1.4% |
| 53 | 95 | 0.5% |
| 40 | 45 | 0.2% |
| 33 | 26 | 0.1% |
| 46 | 22 | 0.1% |
| 65 | 17 | 0.1% |
| Other values (11) | 56 | 0.3% |
| (Missing) | 4348 | 22.9% |
| Value | Count | Frequency (%) |
| 25 | 8 | < 0.1% |
| 30 | 13 | 0.1% |
| 33 | 26 | 0.1% |
| 34 | 8 | < 0.1% |
| 40 | 45 | 0.2% |
| 43 | 5 | < 0.1% |
| 45 | 6 | < 0.1% |
| 46 | 22 | 0.1% |
| 48 | 9 | < 0.1% |
| 50 | 1963 |
| Value | Count | Frequency (%) |
| 90 | 3 | < 0.1% |
| 80 | 578 | 3.0% |
| 70 | 263 | 1.4% |
| 65 | 17 | 0.1% |
| 64 | 1 | < 0.1% |
| 63 | 1 | < 0.1% |
| 62 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 60 | 11265 | |
| 55 | 348 | 1.8% |
| Distinct | 2165 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 5157 |
| Missing (%) | 27.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 129.1806958 |
| Minimum | 0 |
|---|---|
| Maximum | 1629 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13.5 |
| Q1 | 40 |
| median | 82 |
| Q3 | 177.7 |
| 95-th percentile | 388 |
| Maximum | 1629 |
| Range | 1629 |
| Interquartile range (IQR) | 137.7 |
Descriptive statistics
| Standard deviation | 128.7056065 |
|---|---|
| Coefficient of variation (CV) | 0.996322289 |
| Kurtosis | 5.176400403 |
| Mean | 129.1806958 |
| Median Absolute Deviation (MAD) | 54 |
| Skewness | 1.958436042 |
| Sum | 1791607.07 |
| Variance | 16565.13315 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 530 | 2.8% |
| 40 | 468 | 2.5% |
| 60 | 399 | 2.1% |
| 80 | 259 | 1.4% |
| 100 | 214 | 1.1% |
| 120 | 165 | 0.9% |
| 140 | 157 | 0.8% |
| 10 | 122 | 0.6% |
| 51.8 | 119 | 0.6% |
| 160 | 118 | 0.6% |
| Other values (2155) | 11318 | |
| (Missing) | 5157 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.7 | 2 | < 0.1% |
| 0.8 | 2 | < 0.1% |
| 1 | 4 | |
| 1.2 | 2 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 1.5 | 5 | |
| 1.6 | 2 | < 0.1% |
| 1.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1629 | 1 | < 0.1% |
| 898.9 | 1 | < 0.1% |
| 862.4 | 1 | < 0.1% |
| 794.5 | 1 | < 0.1% |
| 780 | 1 | < 0.1% |
| 739.2 | 10 | 0.1% |
| 709.5 | 1 | < 0.1% |
| 707.7 | 1 | < 0.1% |
| 707.4 | 10 | 0.1% |
| 691.6 | 26 |
| Distinct | 1391 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 23 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 139.6020938 |
| Minimum | 0.09 |
|---|---|
| Maximum | 4517 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 0.09 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 22.05 |
| Q3 | 271.5 |
| 95-th percentile | 540 |
| Maximum | 4517 |
| Range | 4516.91 |
| Interquartile range (IQR) | 270.5 |
Descriptive statistics
| Standard deviation | 199.0073181 |
|---|---|
| Coefficient of variation (CV) | 1.425532474 |
| Kurtosis | 17.94699145 |
| Mean | 139.6020938 |
| Median Absolute Deviation (MAD) | 21.05 |
| Skewness | 2.073775351 |
| Sum | 2652858.588 |
| Variance | 39603.91266 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 4676 | |
| 540 | 1003 | 5.3% |
| 440 | 761 | 4.0% |
| 393 | 742 | 3.9% |
| 313.7 | 346 | 1.8% |
| 4.48 | 332 | 1.7% |
| 422 | 279 | 1.5% |
| 4.6 | 256 | 1.3% |
| 89 | 197 | 1.0% |
| 639 | 151 | 0.8% |
| Other values (1381) | 10260 |
| Value | Count | Frequency (%) |
| 0.09 | 3 | < 0.1% |
| 0.12 | 3 | < 0.1% |
| 0.15 | 4 | < 0.1% |
| 0.25 | 6 | < 0.1% |
| 0.26 | 11 | |
| 0.27 | 5 | < 0.1% |
| 0.28 | 17 | |
| 0.3 | 2 | < 0.1% |
| 0.31 | 1 | < 0.1% |
| 0.33 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 4517 | 1 | < 0.1% |
| 3689 | 1 | < 0.1% |
| 1163 | 1 | < 0.1% |
| 1010 | 2 | < 0.1% |
| 1002 | 2 | < 0.1% |
| 1000 | 2 | < 0.1% |
| 981 | 2 | < 0.1% |
| 972.6 | 3 | |
| 875 | 2 | < 0.1% |
| 874.5 | 5 |
| Distinct | 7136 |
|---|---|
| Distinct (%) | 37.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3336.355441 |
| Minimum | 0 |
|---|---|
| Maximum | 553571.4286 |
| Zeros | 5130 |
| Zeros (%) | 27.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 611.944056 |
| Q3 | 2733.269263 |
| 95-th percentile | 16807.3286 |
| Maximum | 553571.4286 |
| Range | 553571.4286 |
| Interquartile range (IQR) | 2733.269263 |
Descriptive statistics
| Standard deviation | 8376.277344 |
|---|---|
| Coefficient of variation (CV) | 2.510607006 |
| Kurtosis | 1002.525845 |
| Mean | 3336.355441 |
| Median Absolute Deviation (MAD) | 611.944056 |
| Skewness | 18.27410708 |
| Sum | 63477498.63 |
| Variance | 70162022.15 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5130 | 27.0% |
| 800 | 124 | 0.7% |
| 95.92592593 | 116 | 0.6% |
| 120 | 89 | 0.5% |
| 71.85185185 | 80 | 0.4% |
| 1600 | 70 | 0.4% |
| 600 | 67 | 0.4% |
| 90 | 67 | 0.4% |
| 224.8815166 | 56 | 0.3% |
| 560 | 55 | 0.3% |
| Other values (7126) | 13172 |
| Value | Count | Frequency (%) |
| 0 | 5130 | |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7.962962963 | 2 | < 0.1% |
| 10 | 4 | < 0.1% |
| 10.92592593 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| 12.5698324 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 553571.4286 | 1 | |
| 132558.1395 | 1 | |
| 122674.4186 | 1 | |
| 121428.5714 | 1 | |
| 116000 | 1 | |
| 112903.2258 | 1 | |
| 112500 | 1 | |
| 101382.4885 | 1 | |
| 93023.25581 | 1 | |
| 92105.26316 | 1 |
Process_Time
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 94 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 4308 |
| Missing (%) | 22.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 202.9660959 |
| Minimum | 5 |
|---|---|
| Maximum | 480 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 90 |
| median | 180 |
| Q3 | 240 |
| 95-th percentile | 480 |
| Maximum | 480 |
| Range | 475 |
| Interquartile range (IQR) | 150 |
Descriptive statistics
| Standard deviation | 139.2607303 |
|---|---|
| Coefficient of variation (CV) | 0.6861280434 |
| Kurtosis | -0.4115739012 |
| Mean | 202.9660959 |
| Median Absolute Deviation (MAD) | 85 |
| Skewness | 0.7417691164 |
| Sum | 2987255 |
| Variance | 19393.551 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 240 | 2882 | |
| 480 | 1828 | 9.6% |
| 60 | 967 | 5.1% |
| 120 | 834 | 4.4% |
| 90 | 678 | 3.6% |
| 180 | 665 | 3.5% |
| 150 | 517 | 2.7% |
| 30 | 500 | 2.6% |
| 210 | 319 | 1.7% |
| 40 | 291 | 1.5% |
| Other values (84) | 5237 | |
| (Missing) | 4308 |
| Value | Count | Frequency (%) |
| 5 | 93 | 0.5% |
| 10 | 192 | 1.0% |
| 15 | 49 | 0.3% |
| 20 | 152 | 0.8% |
| 25 | 46 | 0.2% |
| 30 | 500 | |
| 35 | 41 | 0.2% |
| 40 | 291 | |
| 45 | 81 | 0.4% |
| 50 | 234 |
| Value | Count | Frequency (%) |
| 480 | 1828 | |
| 470 | 1 | < 0.1% |
| 465 | 2 | < 0.1% |
| 460 | 12 | 0.1% |
| 455 | 2 | < 0.1% |
| 450 | 45 | 0.2% |
| 445 | 1 | < 0.1% |
| 440 | 25 | 0.1% |
| 435 | 6 | < 0.1% |
| 430 | 18 | 0.1% |
Waiting_Time
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 79 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 14841 |
| Missing (%) | 78.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 298.9713262 |
| Minimum | 10 |
|---|---|
| Maximum | 720 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 240 |
| median | 240 |
| Q3 | 480 |
| 95-th percentile | 480 |
| Maximum | 720 |
| Range | 710 |
| Interquartile range (IQR) | 240 |
Descriptive statistics
| Standard deviation | 146.959868 |
|---|---|
| Coefficient of variation (CV) | 0.4915517147 |
| Kurtosis | -1.207339039 |
| Mean | 298.9713262 |
| Median Absolute Deviation (MAD) | 120 |
| Skewness | 0.05814542112 |
| Sum | 1251195 |
| Variance | 21597.20281 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 240 | 1585 | 8.3% |
| 480 | 1433 | 7.5% |
| 60 | 133 | 0.7% |
| 180 | 116 | 0.6% |
| 120 | 115 | 0.6% |
| 90 | 85 | 0.4% |
| 30 | 73 | 0.4% |
| 150 | 72 | 0.4% |
| 210 | 55 | 0.3% |
| 80 | 29 | 0.2% |
| Other values (69) | 489 | 2.6% |
| (Missing) | 14841 |
| Value | Count | Frequency (%) |
| 10 | 6 | < 0.1% |
| 15 | 2 | < 0.1% |
| 20 | 21 | 0.1% |
| 25 | 5 | < 0.1% |
| 30 | 73 | |
| 35 | 1 | < 0.1% |
| 40 | 18 | 0.1% |
| 45 | 4 | < 0.1% |
| 50 | 21 | 0.1% |
| 55 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 720 | 4 | < 0.1% |
| 570 | 1 | < 0.1% |
| 480 | 1433 | |
| 450 | 8 | < 0.1% |
| 440 | 6 | < 0.1% |
| 430 | 3 | < 0.1% |
| 420 | 23 | 0.1% |
| 415 | 1 | < 0.1% |
| 410 | 3 | < 0.1% |
| 400 | 3 | < 0.1% |
Holding_Time
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 20 |
|---|---|
| Distinct (%) | 32.3% |
| Missing | 18964 |
| Missing (%) | 99.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 259.516129 |
| Minimum | 20 |
|---|---|
| Maximum | 480 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 41 |
| Q1 | 146.25 |
| median | 240 |
| Q3 | 420 |
| 95-th percentile | 480 |
| Maximum | 480 |
| Range | 460 |
| Interquartile range (IQR) | 273.75 |
Descriptive statistics
| Standard deviation | 152.4787265 |
|---|---|
| Coefficient of variation (CV) | 0.5875500958 |
| Kurtosis | -1.179696458 |
| Mean | 259.516129 |
| Median Absolute Deviation (MAD) | 120 |
| Skewness | 0.2867041535 |
| Sum | 16090 |
| Variance | 23249.76203 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 480 | 15 | 0.1% |
| 240 | 13 | 0.1% |
| 120 | 5 | < 0.1% |
| 60 | 5 | < 0.1% |
| 180 | 3 | < 0.1% |
| 200 | 2 | < 0.1% |
| 150 | 2 | < 0.1% |
| 210 | 2 | < 0.1% |
| 360 | 2 | < 0.1% |
| 30 | 2 | < 0.1% |
| Other values (10) | 11 | 0.1% |
| (Missing) | 18964 |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 30 | 2 | < 0.1% |
| 40 | 1 | < 0.1% |
| 60 | 5 | |
| 120 | 5 | |
| 130 | 1 | < 0.1% |
| 145 | 1 | < 0.1% |
| 150 | 2 | < 0.1% |
| 170 | 1 | < 0.1% |
| 180 | 3 |
| Value | Count | Frequency (%) |
| 480 | 15 | |
| 420 | 2 | < 0.1% |
| 360 | 2 | < 0.1% |
| 330 | 1 | < 0.1% |
| 300 | 1 | < 0.1% |
| 270 | 1 | < 0.1% |
| 240 | 13 | |
| 210 | 2 | < 0.1% |
| 200 | 2 | < 0.1% |
| 185 | 1 | < 0.1% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 19025 |
| Missing (%) | > 99.9% |
| Memory size | 743.3 KiB |
| 180.0 |
|---|
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 180.0 |
|---|
Common Values
| Value | Count | Frequency (%) |
| 180.0 | 1 | < 0.1% |
| (Missing) | 19025 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 180.0 | 1 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 562 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 15718 |
| Missing (%) | 82.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1319.492443 |
| Minimum | 1 |
|---|---|
| Maximum | 4415 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 29.35 |
| Q1 | 364 |
| median | 629 |
| Q3 | 2525 |
| 95-th percentile | 4282 |
| Maximum | 4415 |
| Range | 4414 |
| Interquartile range (IQR) | 2161 |
Descriptive statistics
| Standard deviation | 1253.793839 |
|---|---|
| Coefficient of variation (CV) | 0.9502091851 |
| Kurtosis | -0.3834289233 |
| Mean | 1319.492443 |
| Median Absolute Deviation (MAD) | 413 |
| Skewness | 0.8984607071 |
| Sum | 4364881 |
| Variance | 1571998.99 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2858 | 134 | 0.7% |
| 370 | 10 | 0.1% |
| 585 | 10 | 0.1% |
| 616 | 10 | 0.1% |
| 1045 | 10 | 0.1% |
| 327 | 10 | 0.1% |
| 954 | 10 | 0.1% |
| 602 | 10 | 0.1% |
| 2336 | 10 | 0.1% |
| 361 | 10 | 0.1% |
| Other values (552) | 3084 | 16.2% |
| (Missing) | 15718 |
| Value | Count | Frequency (%) |
| 1 | 6 | |
| 2 | 7 | |
| 3 | 7 | |
| 4 | 8 | |
| 5 | 9 | |
| 6 | 5 | |
| 7 | 7 | |
| 8 | 8 | |
| 9 | 6 | |
| 10 | 4 |
| Value | Count | Frequency (%) |
| 4415 | 7 | |
| 4414 | 4 | < 0.1% |
| 4413 | 4 | < 0.1% |
| 4412 | 4 | < 0.1% |
| 4411 | 4 | < 0.1% |
| 4410 | 7 | |
| 4409 | 2 | < 0.1% |
| 4408 | 10 | |
| 4407 | 10 | |
| 4406 | 2 | < 0.1% |
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 696 |
| Missing (%) | 3.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 250.2063501 |
| Minimum | 0 |
|---|---|
| Maximum | 3698 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 49 |
| Q1 | 248 |
| median | 248 |
| Q3 | 325 |
| 95-th percentile | 398 |
| Maximum | 3698 |
| Range | 3698 |
| Interquartile range (IQR) | 77 |
Descriptive statistics
| Standard deviation | 149.3154731 |
|---|---|
| Coefficient of variation (CV) | 0.5967693188 |
| Kurtosis | 194.0862827 |
| Mean | 250.2063501 |
| Median Absolute Deviation (MAD) | 38 |
| Skewness | 9.255249186 |
| Sum | 4586282.398 |
| Variance | 22295.11052 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 248 | 5806 | |
| 49 | 3596 | |
| 286 | 3484 | |
| 398 | 1809 | 9.5% |
| 348 | 1502 | 7.9% |
| 325 | 1455 | 7.6% |
| 300 | 384 | 2.0% |
| 283 | 217 | 1.1% |
| 48 | 8 | < 0.1% |
| 346 | 5 | < 0.1% |
| Other values (34) | 64 | 0.3% |
| (Missing) | 696 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 0.398 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| 19 | 4 | < 0.1% |
| 28 | 1 | < 0.1% |
| 30 | 2 | < 0.1% |
| 38 | 2 | < 0.1% |
| 48 | 8 | < 0.1% |
| 49 | 3596 | |
| 94 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 3698 | 2 | |
| 3398 | 4 | |
| 3348 | 2 | |
| 3325 | 1 | < 0.1% |
| 3286 | 4 | |
| 3248 | 4 | |
| 3049 | 1 | < 0.1% |
| 2836 | 1 | < 0.1% |
| 2483 | 1 | < 0.1% |
| 2448 | 1 | < 0.1% |
| Distinct | 49 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 655 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 327.8369501 |
| Minimum | 3.61 |
|---|---|
| Maximum | 4243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 3.61 |
|---|---|
| 5-th percentile | 94 |
| Q1 | 318 |
| median | 346 |
| Q3 | 368 |
| 95-th percentile | 369 |
| Maximum | 4243 |
| Range | 4239.39 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 180.7938518 |
|---|---|
| Coefficient of variation (CV) | 0.5514749077 |
| Kurtosis | 254.3737228 |
| Mean | 327.8369501 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 14.55732574 |
| Sum | 6022692.61 |
| Variance | 32686.41685 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 361 | 2639 | |
| 369 | 2587 | |
| 368 | 2553 | |
| 324 | 2549 | |
| 318 | 2504 | |
| 346 | 2231 | |
| 217 | 2146 | |
| 94 | 970 | 5.1% |
| 348 | 25 | 0.1% |
| 319 | 17 | 0.1% |
| Other values (39) | 150 | 0.8% |
| (Missing) | 655 | 3.4% |
| Value | Count | Frequency (%) |
| 3.61 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 49 | 6 | < 0.1% |
| 94 | 970 | |
| 102 | 4 | < 0.1% |
| 149 | 1 | < 0.1% |
| 217 | 2146 |
| Value | Count | Frequency (%) |
| 4243 | 1 | < 0.1% |
| 3969 | 1 | < 0.1% |
| 3699 | 4 | |
| 3668 | 2 | < 0.1% |
| 3661 | 5 | |
| 3624 | 1 | < 0.1% |
| 3613 | 2 | < 0.1% |
| 3483 | 1 | < 0.1% |
| 3469 | 3 | |
| 3368 | 3 |
| Distinct | 62 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 17709 |
| Missing (%) | 93.1% |
| Memory size | 630.5 KiB |
| 1 | 91 |
|---|---|
| 4 | 60 |
| 2 | 57 |
| 9 | 56 |
| 10 | 54 |
| Other values (57) |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 1.639331815 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 4 |
| 3rd row | 10 |
| 4th row | 10 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 91 | 0.5% |
| 4 | 60 | 0.3% |
| 2 | 57 | 0.3% |
| 9 | 56 | 0.3% |
| 10 | 54 | 0.3% |
| 5 | 48 | 0.3% |
| 14 | 44 | 0.2% |
| 7 | 44 | 0.2% |
| 3 | 42 | 0.2% |
| 6 | 42 | 0.2% |
| Other values (52) | 779 | 4.1% |
| (Missing) | 17709 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1 | 91 | 6.9% |
| 4 | 60 | 4.6% |
| 2 | 57 | 4.3% |
| 9 | 56 | 4.3% |
| 10 | 54 | 4.1% |
| 5 | 48 | 3.6% |
| 14 | 44 | 3.3% |
| 7 | 44 | 3.3% |
| 3 | 42 | 3.2% |
| 6 | 42 | 3.2% |
| Other values (52) | 779 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 64 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 5356 |
| Missing (%) | 28.2% |
| Memory size | 980.2 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 | |
| Other values (59) |
Length
| Max length | 4 |
|---|---|
| Median length | 1 |
| Mean length | 1.267739576 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 9 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 15 |
| 3rd row | 8 |
| 4th row | 1 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1674 | 8.8% |
| 2 | 1644 | 8.6% |
| 3 | 1576 | 8.3% |
| 4 | 1305 | 6.9% |
| 5 | 1085 | 5.7% |
| 6 | 888 | 4.7% |
| 7 | 738 | 3.9% |
| 8 | 628 | 3.3% |
| 10 | 566 | 3.0% |
| 9 | 476 | 2.5% |
| Other values (54) | 3090 | |
| (Missing) | 5356 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1 | 1674 | |
| 2 | 1644 | |
| 3 | 1576 | |
| 4 | 1305 | |
| 5 | 1085 | 7.9% |
| 6 | 889 | 6.5% |
| 7 | 738 | 5.4% |
| 8 | 628 | 4.6% |
| 10 | 566 | 4.1% |
| 9 | 476 | 3.5% |
| Other values (53) | 3089 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 22 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 18247 |
| Missing (%) | 95.9% |
| Memory size | 617.4 KiB |
| 1 | |
|---|---|
| 6 | 21 |
| 2 | 16 |
| 3 | 10 |
| 7 | 8 |
| Other values (17) | 41 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.037227214 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 683 | 3.6% |
| 6 | 21 | 0.1% |
| 2 | 16 | 0.1% |
| 3 | 10 | 0.1% |
| 7 | 8 | < 0.1% |
| 9 | 6 | < 0.1% |
| 19 | 4 | < 0.1% |
| 5 | 4 | < 0.1% |
| 16 | 3 | < 0.1% |
| 17 | 3 | < 0.1% |
| Other values (12) | 21 | 0.1% |
| (Missing) | 18247 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1 | 683 | |
| 6 | 21 | 2.7% |
| 2 | 16 | 2.1% |
| 3 | 10 | 1.3% |
| 7 | 8 | 1.0% |
| 9 | 6 | 0.8% |
| 19 | 4 | 0.5% |
| 5 | 4 | 0.5% |
| 17 | 3 | 0.4% |
| 16 | 3 | 0.4% |
| Other values (12) | 21 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 97 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.72711027 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 61 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 1.666666667 |
| median | 4 |
| Q3 | 4.5 |
| 95-th percentile | 8 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 2.833333333 |
Descriptive statistics
| Standard deviation | 2.447716131 |
|---|---|
| Coefficient of variation (CV) | 0.6567329522 |
| Kurtosis | -0.7629773019 |
| Mean | 3.72711027 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.5674176199 |
| Sum | 70912 |
| Variance | 5.991314257 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 4480 | |
| 8 | 3277 | |
| 1 | 1105 | 5.8% |
| 2 | 954 | 5.0% |
| 3 | 785 | 4.1% |
| 1.5 | 763 | 4.0% |
| 2.5 | 591 | 3.1% |
| 0.5 | 574 | 3.0% |
| 3.5 | 376 | 2.0% |
| 0.666666667 | 310 | 1.6% |
| Other values (87) | 5811 |
| Value | Count | Frequency (%) |
| 0 | 61 | 0.3% |
| 0.083333333 | 93 | 0.5% |
| 0.166666667 | 198 | 1.0% |
| 0.25 | 51 | 0.3% |
| 0.333333333 | 174 | 0.9% |
| 0.416666667 | 51 | 0.3% |
| 0.5 | 574 | |
| 0.583333333 | 42 | 0.2% |
| 0.666666667 | 310 | |
| 0.75 | 85 | 0.4% |
| Value | Count | Frequency (%) |
| 12 | 4 | < 0.1% |
| 9.5 | 1 | < 0.1% |
| 8 | 3277 | |
| 7.833333333 | 1 | < 0.1% |
| 7.75 | 2 | < 0.1% |
| 7.666666667 | 12 | 0.1% |
| 7.583333333 | 2 | < 0.1% |
| 7.5 | 52 | 0.3% |
| 7.416666667 | 1 | < 0.1% |
| 7.333333333 | 31 | 0.2% |
Total_Working_Hours
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 97 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 223.6266162 |
| Minimum | 0 |
|---|---|
| Maximum | 720 |
| Zeros | 61 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 148.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 100 |
| median | 240 |
| Q3 | 270 |
| 95-th percentile | 480 |
| Maximum | 720 |
| Range | 720 |
| Interquartile range (IQR) | 170 |
Descriptive statistics
| Standard deviation | 146.8629679 |
|---|---|
| Coefficient of variation (CV) | 0.6567329522 |
| Kurtosis | -0.7629773019 |
| Mean | 223.6266162 |
| Median Absolute Deviation (MAD) | 120 |
| Skewness | 0.5674176199 |
| Sum | 4254720 |
| Variance | 21568.73133 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 240 | 4480 | |
| 480 | 3277 | |
| 60 | 1105 | 5.8% |
| 120 | 954 | 5.0% |
| 180 | 785 | 4.1% |
| 90 | 763 | 4.0% |
| 150 | 591 | 3.1% |
| 30 | 574 | 3.0% |
| 210 | 376 | 2.0% |
| 40 | 310 | 1.6% |
| Other values (87) | 5811 |
| Value | Count | Frequency (%) |
| 0 | 61 | 0.3% |
| 5 | 93 | 0.5% |
| 10 | 198 | 1.0% |
| 15 | 51 | 0.3% |
| 20 | 174 | 0.9% |
| 25 | 51 | 0.3% |
| 30 | 574 | |
| 35 | 42 | 0.2% |
| 40 | 310 | |
| 45 | 85 | 0.4% |
| Value | Count | Frequency (%) |
| 720 | 4 | < 0.1% |
| 570 | 1 | < 0.1% |
| 480 | 3277 | |
| 470 | 1 | < 0.1% |
| 465 | 2 | < 0.1% |
| 460 | 12 | 0.1% |
| 455 | 2 | < 0.1% |
| 450 | 52 | 0.3% |
| 445 | 1 | < 0.1% |
| 440 | 31 | 0.2% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Data | Shift | Tool | Material_Type | Material | Product Code | Batch_ID | temperature | Speed | quench | rate | Rapid dewaxing | weight_kg | unit_weight_g | Qty | Process_Time | Waiting_Time | Holding_Time | Change_Temperature_Time | Furnace_Maintenance_Time | Form_Number | Affirmant | Filler | Recipient | Number_of_Case | Number_of_Boxes | Sintered_State | Working_Hours | Total_Working_Hours | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1/1 | C | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 90.0 | NaN | NaN | NaN | NaN | 325.0 | NaN | 369.0 | NaN | NaN | NaN | 1.500000 | 90 |
| 1 | 1/1 | C | 1 | 1.0 | 25 | 6808 | 201230A | 1120.0 | 60.0 | NaN | NaN | NaN | 90.0 | 8.45 | 10650.887570 | 390.0 | NaN | NaN | NaN | NaN | NaN | 325.0 | NaN | 369.0 | NaN | 5 | NaN | 6.500000 | 390 |
| 2 | 1/1 | A | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 60.0 | NaN | NaN | NaN | NaN | 49.0 | NaN | 346.0 | NaN | NaN | NaN | 1.000000 | 60 |
| 3 | 1/1 | A | 1 | 1.0 | 15-1 | 8005 | 201231A | 1120.0 | 60.0 | NaN | NaN | NaN | 300.0 | 140.00 | 2142.857143 | 420.0 | NaN | NaN | NaN | NaN | NaN | 498.0 | NaN | 368.0 | NaN | 15 | NaN | 7.000000 | 420 |
| 4 | 1/1 | A | 1 | 1.0 | 15-1 | 8005 | 201231A | 1120.0 | 60.0 | NaN | NaN | NaN | 147.5 | 140.00 | 1053.571429 | 200.0 | NaN | NaN | NaN | NaN | NaN | 248.0 | NaN | 368.0 | NaN | 8 | NaN | 3.333333 | 200 |
| 5 | 1/1 | A | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 40.0 | NaN | NaN | NaN | NaN | 248.0 | NaN | 368.0 | NaN | NaN | NaN | 0.666667 | 40 |
| 6 | 1/1 | C | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 240.0 | NaN | NaN | NaN | NaN | 248.0 | NaN | 368.0 | NaN | NaN | NaN | 4.000000 | 240 |
| 7 | 1/1 | C | 2 | 1.0 | 5-7 | 4454 | 201230A | 1120.0 | 60.0 | NaN | NaN | NaN | 15.4 | 138.00 | 111.594203 | 60.0 | NaN | NaN | NaN | NaN | NaN | 325.0 | NaN | 369.0 | NaN | 1 | NaN | 1.000000 | 60 |
| 8 | 1/1 | C | 2 | 1.0 | 5-3 | 4666 | 201231A | 1120.0 | 60.0 | NaN | NaN | NaN | 80.0 | 57.20 | 1398.601399 | 420.0 | NaN | NaN | NaN | NaN | NaN | 325.0 | NaN | 369.0 | NaN | 4 | NaN | 7.000000 | 420 |
| 9 | 1/1 | A | 2 | 1.0 | 5-3 | 4666 | 201231A | 1120.0 | 60.0 | NaN | NaN | NaN | 70.0 | 57.20 | 1223.776224 | 270.0 | NaN | NaN | NaN | NaN | NaN | 49.0 | NaN | 368.0 | NaN | 4 | NaN | 4.500000 | 270 |
Last rows
| Data | Shift | Tool | Material_Type | Material | Product Code | Batch_ID | temperature | Speed | quench | rate | Rapid dewaxing | weight_kg | unit_weight_g | Qty | Process_Time | Waiting_Time | Holding_Time | Change_Temperature_Time | Furnace_Maintenance_Time | Form_Number | Affirmant | Filler | Recipient | Number_of_Case | Number_of_Boxes | Sintered_State | Working_Hours | Total_Working_Hours | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19016 | 12/31 | C | 8 | 1.0 | 8-2 | 6556 | 211224A | 1120.0 | 60.0 | NaN | NaN | NaN | 387.8 | 128.25 | 3023.781676 | 480.0 | NaN | NaN | NaN | NaN | 535.0 | 49.0 | NaN | 318.0 | NaN | 18 | NaN | 8.000000 | 480 |
| 19017 | 12/31 | A | 8 | 1.0 | 8-2 | 6556 | 211224A | 1120.0 | 60.0 | NaN | NaN | NaN | 409.3 | 128.25 | 3191.423002 | 385.0 | NaN | NaN | NaN | NaN | 535.0 | 286.0 | NaN | 324.0 | NaN | 19 | NaN | 6.416667 | 385 |
| 19018 | 12/31 | A | 8 | 1.0 | 20-2 | 6534 | NaN | 1120.0 | 60.0 | NaN | NaN | NaN | 92.1 | 209.00 | 440.669857 | 95.0 | NaN | NaN | NaN | NaN | 535.0 | 286.0 | NaN | 324.0 | NaN | 15 | NaN | 1.583333 | 95 |
| 19019 | 12/31 | A | 8 | 1.0 | 15-4 | 3394 | 211227A | 1120.0 | 60.0 | NaN | NaN | NaN | 200.0 | 308.00 | 649.350649 | 240.0 | NaN | NaN | NaN | NaN | 535.0 | 248.0 | NaN | 324.0 | NaN | 10 | NaN | 4.000000 | 240 |
| 19020 | 12/31 | C | 8 | 1.0 | 15-4 | 3394 | 211227A | 1120.0 | 60.0 | NaN | NaN | NaN | 200.0 | 308.00 | 649.350649 | 240.0 | NaN | NaN | NaN | NaN | 535.0 | 248.0 | NaN | 369.0 | NaN | 10 | NaN | 4.000000 | 240 |
| 19021 | 12/31 | C | 9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 480.0 | NaN | NaN | NaN | 96.0 | 49.0 | NaN | 361.0 | NaN | NaN | NaN | 8.000000 | 480 |
| 19022 | 12/31 | A | 9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 480.0 | NaN | NaN | NaN | 96.0 | 286.0 | NaN | 346.0 | NaN | NaN | NaN | 8.000000 | 480 |
| 19023 | 12/31 | A | 9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.00 | 0.000000 | NaN | 210.0 | NaN | NaN | NaN | 96.0 | 248.0 | NaN | 346.0 | NaN | NaN | NaN | 3.500000 | 210 |
| 19024 | 12/31 | A | 9 | 1.0 | 17 | 3609 | 211229C | 800.0 | 50.0 | NaN | NaN | NaN | NaN | 28.50 | 0.000000 | 30.0 | NaN | NaN | NaN | NaN | 96.0 | 248.0 | NaN | 393.0 | NaN | NaN | NaN | 0.500000 | 30 |
| 19025 | 12/31 | C | 9 | 1.0 | 17 | 3609 | 211229C | 800.0 | 50.0 | NaN | NaN | NaN | 120.0 | 28.50 | 4210.526316 | 240.0 | NaN | NaN | NaN | NaN | 96.0 | 248.0 | NaN | 217.0 | NaN | 6 | NaN | 4.000000 | 240 |